Apple Watch, Wear OS, Samsung, and Garmin apps — with sensor data pipelines, HealthKit/Health Connect integration, and phone companion architecture designed for wrist-first UX.
Continuous sensor polling kills battery in hours. Smart batching, ambient mode usage, and offloading computation to the phone are essential design decisions made in the architecture phase, not as afterthoughts.
A 44mm display showing 5 metrics is unreadable. Wrist-first UX means radical information reduction — one primary metric per glance complication, with deeper context only when the user raises their wrist.
Health data collected when offline needs to sync accurately when connectivity returns, without gaps or duplicates. A conflict-free sync architecture with local SQLite persistence is non-negotiable for health apps.
Streaming heart rate, ECG, or gyroscope data to a backend in real time requires WebSocket connections managed carefully for battery life and connection drops.
HealthKit and Health Connect grant access to sensitive medical data. HIPAA, DPDP, and GDPR requirements apply. Encryption at rest and in transit, minimal data collection, and explicit user consent are mandatory.
watchOS, Wear OS, and Tizen each have different capability sets, UI paradigms, and App Store submission requirements. A shared business logic layer with platform-specific UI prevents duplicate maintenance.
Heart rate, SpO2, HRV, ECG, sleep tracking, and fall detection via HealthKit / Health Connect with proper data authorisation flows.
Always-on watch face complications (watchOS) and Watch Tiles (Wear OS) — the first touchpoint for your app's data on the user's wrist.
HKWorkoutSession (watchOS) and ExerciseClient (Wear OS) for GPS-tracked workouts, pace monitoring, and automatic workout detection.
WatchConnectivity (watchOS) and Wearable Data Layer (Wear OS) for seamless bi-directional phone-watch communication and data sync.
Local SQLite/Realm on-device storage for data collected when phone connectivity is absent, with reliable background sync when connection returns.
AES-256 encryption at rest, TLS 1.3 in transit, minimal data retention policies, and user-controlled data deletion for HIPAA/GDPR compliance.
Live sensor streaming to backend via WebSocket with data aggregation, threshold alerting, and population-level health trend analysis.
Connect IQ (Garmin) and Fitbit OS SDK development for enterprise-specific fitness or industrial monitoring use cases.
A cardiac care provider needed to monitor discharged patients' heart rhythms between clinic visits. The existing system required manual diary entries. We built an Apple Watch app with continuous HRV and ECG monitoring, phone sync, and physician alert system.
Manual diary entries led to 40% compliance. Physicians needed HRV trends and ECG snapshots between visits, not just self-reported symptoms.
watchOS app with background HRV collection (batched to protect battery), physician-triggered ECG recording, HealthKit sync, and anomaly alerting via push.
Compliance rose to 92%. Cardiac anomalies detected 3.2× earlier than clinic-only monitoring. Battery life: 48 hours with continuous HRV background tracking.
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